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利用超高效液相色谱-四极杆飞行时间质谱联用技术结合支持向量机对杠柳毒苷诱导新生大鼠心肌细胞产生心脏毒性中的生物标志物进行验证

Validation of biomarkers in cardiotoxicity induced by Periplocin on neonatal rat cardiomyocytes using UPLC-Q-TOF/MS combined with a support vector machine.

作者信息

Li Aizhu, Guo Xuejun, Xie Jiabin, Liu Xinyu, Zhang Zhenzhu, Li Yubo, Zhang Yanjun

机构信息

Tianjin State Key Laboratory of Modern Chinese Medicine, School of Traditional Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, 312 Anshan West Road, Tianjin 300193, China.

Tianjin State Key Laboratory of Modern Chinese Medicine, School of Traditional Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, 312 Anshan West Road, Tianjin 300193, China.

出版信息

J Pharm Biomed Anal. 2016 May 10;123:179-85. doi: 10.1016/j.jpba.2016.02.014. Epub 2016 Feb 15.

DOI:10.1016/j.jpba.2016.02.014
PMID:26924293
Abstract

Corex Periplocae (the root of Periploca sepium Bge) has been widely used in clinics. Periplocin, as one of the components of cardiac glycosides in Corex Periplocae, easily triggers cardiotoxicity when used improperly. To evaluate the toxicity of Periplocin, we used UPLC-Q-TOF/MS to investigate metabolic profiles on neonatal rat cardiomyocytes exposed to high and low doses of Periplocin (0.2 mmol/L, 0.4 mmol/L). Finally, we identified 11 biomarkers associated with toxicity through multivariate statistical analysis. A "supervised" Support Vector Machine (SVM) study was used to optimize and verify the reliability of these biomarkers. In these biomarkers, all biomarkers, including carnitine, acetylcarnitine, lysoPC(16:0), proline, glutamic acid, pyroglutamic acid, leucine, pantothenic acid, tryptophan, indoleacrylic acid and citric acid, revealed a downward trend with the increase of dosage. Moreover, pathway analysis showed that these metabolites were associated with amino acid metabolism, energy metabolism and sphingolipid metabolism, which contributes to a further understanding of the toxicity mechanism of Corex Periplocae and its clinical safety. Additionally, we demonstrate that an UPLC-Q-TOF/MS-based metabolomic approach is a powerful tool and provides a promising approach for assessing the toxicity of traditional Chinese medicine and drug safety screening.

摘要

香加皮(杠柳Periploca sepium Bge的根)已在临床上广泛应用。香加皮中的强心苷成分之一杠柳毒苷,使用不当易引发心脏毒性。为评估杠柳毒苷的毒性,我们采用超高效液相色谱-四极杆飞行时间串联质谱(UPLC-Q-TOF/MS)研究了高、低剂量(0.2 mmol/L、0.4 mmol/L)杠柳毒苷作用下新生大鼠心肌细胞的代谢谱。最后,通过多元统计分析确定了11种与毒性相关的生物标志物。采用“监督式”支持向量机(SVM)研究对这些生物标志物的可靠性进行了优化和验证。在这些生物标志物中,包括肉碱、乙酰肉碱、溶血磷脂酰胆碱(16:0)、脯氨酸、谷氨酸、焦谷氨酸、亮氨酸、泛酸、色氨酸、吲哚丙烯酸和柠檬酸在内的所有生物标志物均随剂量增加呈下降趋势。此外,通路分析表明这些代谢物与氨基酸代谢、能量代谢和鞘脂代谢有关,这有助于进一步了解香加皮的毒性机制及其临床安全性。此外,我们证明基于UPLC-Q-TOF/MS的代谢组学方法是一种强大的工具,为评估中药毒性和药物安全性筛选提供了一种有前景的方法。

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